Title :
Comparison of subband cepstrum and Mel cepstrum for open set speaker classification
Author :
Patil, Hemant A. ; Basu, T.K.
Author_Institution :
Dept. of Electr. Eng., IIT, Kharagpur, India
Abstract :
In this paper, a new method of feature extraction based on multirate signal processing and wavelet analysis using a polynomial classifier has been described. Dialectal zone based speaker classification in Marathi language has been attempted in the open set mode. The method consists of dividing the speech signal into nonuniform subbands in approximate Mel-scale using an admissible wavelet packet interbank and modeling each dialectal zone with the 2nd order polynomial expansion of feature vector.
Keywords :
cepstral analysis; feature extraction; natural languages; polynomial approximation; signal classification; speaker recognition; wavelet transforms; 2nd order polynomial expansion; Marathi language; Mel cepstrum; Mel-scale approximation; admissible wavelet packet interbank; dialectal zone modeling; feature extraction; multirate signal processing; open set speaker classification; subband cepstrum; Cepstral analysis; Cepstrum; Feature extraction; Natural languages; Polynomials; Signal analysis; Signal processing; Speech; Wavelet analysis; Wavelet packets;
Conference_Titel :
India Annual Conference, 2004. Proceedings of the IEEE INDICON 2004. First
Print_ISBN :
0-7803-8909-3
DOI :
10.1109/INDICO.2004.1497701